From machine alerts to better maintenance decisions.
Independent supplier intelligence, asset-health selection guides and a practical readiness check for industrial maintenance teams.
Understand the solution landscape.
Compare architectures and operational responsibilities—not untested accuracy claims. Some offerings begin with existing data; others combine sensing, software and services.
Siemens Senseye
Scalable predictive analyticsSenseye targets scalable predictive maintenance across assets and sites, with AI-assisted prioritization.
Official source linked in profileSKF
Condition monitoring & reliabilitySKF documents condition-monitoring systems with vibration/temperature sensing and equipment-health applications.
Official source linked in profileI-care
Sensing, analytics & servicesWi-care wireless sensing connects to I-see predictive maintenance software.
Official source linked in profileAugury
Machine-health analytics & expertiseMachine Health combines continuous monitoring, AI diagnostics and expert support.
Official source linked in profileTractian
Condition monitoring & work managementCondition-monitoring platform describes sensing, fault diagnosis, prioritization and work-order workflow.
Official source linked in profileUseful before the sales call.
Prediction is useful only when sensor evidence, diagnostic context, maintenance authority and post-repair verification connect in the real operating workflow.
The free fit check gives a short set of next questions you can share with an engineering or purchasing colleague. No login, no cookies, no vendor score.
Open PdM readiness checkDecisions should survive the real operating environment, not just an attractive demo.
Fewer articles. Better questions.
Original practitioner analysis with explicit source links, limitations and correction paths.
From alert to maintenance decision: five evidence handoffs
A prediction is useful only when the team can explain what to do next, who approves it and what changed.
Read analysis BUYER INTELLIGENCE · 2 min readPredictive maintenance buyer’s map: data, sensors and services
A structured comparison of five documented offerings without inventing performance ratings.
Read analysis PDM RELIABILITY SIGNAL 001 · 4 min readThe Hidden Cost of Predictive Maintenance Alerts: Measure Actions, Not Notifications
A practical way to compare alert workload, missed failures and maintenance outcomes before scaling a PdM pilot.
Read analysisTrust requires boundaries.
These are published-product comparisons, not laboratory tests or paid placements. Supplier descriptions link to first-party sources. We disclose that the domain is for sale and welcome factual corrections—never paid ranking changes. Read our methodology.